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Non-verbal body pose communication classification on Non-verbal body pose communication dataset (test)

5.646Latency (ms)ST_GCN++
5.55566.16586.7767.3862Jun 8, 2026

Evaluation results

MethodLinks
ST_GCN++Params (M)=0.11, FP32 (MB)=0.48, FLOPs (M)=133.1, MACs (M)=66.5, Hardware=Jetson Orin Nano, Power profile=MAXN_SUPER, Software environment=PyTorch 2.5 + CUDA 12.6, Precision=FP32, Batch size=12026.065.646
AGCNParams (M)=0.07, FP32 (MB)=0.29, FLOPs (M)=122.8, MACs (M)=61.4, Hardware=Jetson Orin Nano, Power profile=MAXN_SUPER, Software environment=PyTorch 2.5 + CUDA 12.6, Precision=FP32, Batch size=12026.066.288
CTR_GCNParams (M)=0.06, FP32 (MB)=0.25, FLOPs (M)=114.7, MACs (M)=57.4, Hardware=Jetson Orin Nano, Power profile=MAXN_SUPER, Software environment=PyTorch 2.5 + CUDA 12.6, Precision=FP32, Batch size=12026.066.787
EfficientGCNParams (M)=0.03, FP32 (MB)=0.16, FLOPs (M)=30.4, MACs (M)=15.2, Hardware=Jetson Orin Nano, Power profile=MAXN_SUPER, Software environment=PyTorch 2.5 + CUDA 12.6, Precision=FP32, Batch size=12026.067.906